{"id":"W4407979267","doi":"10.1097/brs.0000000000005313","title":"Clinical Indicator Analysis","year":2025,"lang":"en","type":"article","venue":"Spine","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Medicine; Internal medicine; Renal function; Creatinine; Osteoporosis; Body mass index; Retrospective cohort study; Endocrinology; Diabetes mellitus; Calcitonin; Parathyroid hormone; Gastroenterology; Urology; Calcium","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001737749,0.00004818811,0.0002177161,0.0002437281,0.00002182408,0.000005541365,0.00004508096,0.00007694251,0.000499723],"category_scores_gemma":[0.0001163955,0.00003635317,0.0001789467,0.0005635822,0.00003302581,0.0000131472,0.00002006508,0.0001254337,0.00002761333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001467249,"about_ca_system_score_gemma":0.00004121383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001576883,"about_ca_topic_score_gemma":0.000003433955,"domain_scores_codex":[0.9994906,0.0000109229,0.0002181127,0.0001306204,0.00007889041,0.00007081059],"domain_scores_gemma":[0.9996449,0.00001009762,0.00004542089,0.000213203,0.00003557782,0.00005076429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007948736,0.000213097,0.8731391,0.00003498699,0.0010583,0.00001682303,0.0000103568,6.73269e-7,0.0004553118,0.007869625,0.02665968,0.0904626],"study_design_scores_gemma":[0.0002553333,0.0001222727,0.8702234,0.00001467005,0.0005588668,6.826289e-7,0.000005338201,0.00008026564,0.001067841,0.0003029075,0.1273367,0.00003172359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7271024,0.001828674,0.150054,0.0226318,0.0004389929,0.0006300081,0.000007909923,0.0006384572,0.09666774],"genre_scores_gemma":[0.9846992,0.0001113815,0.005905694,0.004520736,0.0001083344,0.000007405466,0.00002728543,0.000003349355,0.004616653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2575968,"threshold_uncertainty_score":0.5471616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01807714796360618,"score_gpt":0.4195295341486482,"score_spread":0.401452386185042,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}